A user testing self-hosted Qwen 3.6 27B and Gemma 4 models on four RTX 5070 Ti cards reports that Multi-Token Prediction (MTP) degrades output quality compared to non-MTP variants. In code review tasks, the non-MTP model produced more detailed findings with fix suggestions while consuming fewer tokens than its MTP counterpart. Performance metrics showed the non-MTP setup achieving approximately 2000 prompt processing tokens per second and 50-60 token generation speed. Conversely, the MTP configuration yielded higher generation speeds of 100-120 tg/s but lower prompt processing rates around 1300 pp/s. Despite the higher generation throughput, real-world agent task completion times were only about 20% faster with MTP due to increased context consumption. The user utilized llama.cpp with specific GGUF files from Unsloth and noted similar negative experiences when testing Gemma 4.